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Neuron Labeling Faithfulness on Evaluated Neurons ResNet50 and SAE-TopK
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90
AUC
CSP
80.64
83.07
85.5
87.93
Apr 24, 2026
AUC
SCS
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUC
SCS
CSP
Augmentation Strategy=...
2026.04
90
25.7
CSP
Augmentation Strategy=...
2026.04
89
25.3
CSP (γ = 0.5)
Augmentation Strategy=...
2026.04
89
25.8
CSP (γ = 0.5)
Augmentation Strategy=...
2026.04
88
25.4
LE
Augmentation Strategy=...
2026.04
88
28.4
CLIP-Dissect
Augmentation Strategy=...
2026.04
88
25.1
LE
Augmentation Strategy=...
2026.04
88
28.3
CSP
Augmentation Strategy=...
2026.04
87
24.2
LE
Augmentation Strategy=...
2026.04
87
27.6
CLIP-Dissect
Augmentation Strategy=...
2026.04
86
24.8
CSP (γ = 0.5)
Augmentation Strategy=...
2026.04
85
24.4
SemanticLens
Augmentation Strategy=...
2026.04
85
24.7
SemanticLens
Augmentation Strategy=...
2026.04
85
24.8
CLIP-Dissect
Augmentation Strategy=...
2026.04
84
23.7
SemanticLens
Augmentation Strategy=...
2026.04
81
23.3
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